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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Page: 1 2 3 4 5...7 Hits 1 – 20 of 121 1 Comparative Error Analysis in Neural and Finite-state Models for Unsupervised Character-level Transduction ... Ryskina, Maria; Hovy, Eduard; Berg-Kirkpatrick, Taylor. - : arXiv, 2021 BASE Show details 2 Could you give me a hint? Generating inference graphs for defeasible reasoning ... Madaan, Aman; Rajagopal, Dheeraj; Tandon, Niket. - : arXiv, 2021 BASE Show details 3 Comparative Error Analysis in Neural and Finite-state Models for Unsupervised Character-level Transduction ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Berg-Kirkpatrick, Taylor; Gormley, Matthew. - : Underline Science Inc., 2021 BASE Show details 4 Could you give me a hint ? Generating inference graphs for defeasible reasoning ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Hovy, Eduard; Madaan, Aman. - : Underline Science Inc., 2021 BASE Show details 5 Investigating Robustness of Dialog Models to Popular Figurative Language Constructs ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Berg-Kirkpatrick, Taylor; Gangal, Varun. - : Underline Science Inc., 2021 BASE Show details 6 Measuring and Improving Consistency in Pretrained Language Models ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Elazar, Yanai; Goldberg, Yoav. - : Underline Science Inc., 2021 BASE Show details 7 More Identifiable yet Equally Performant Transformers for Text Classification ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Bhardwaj, Rishabh; Hovy, Eduard; Majumder, Navonil; Poria, Soujanya. - : Underline Science Inc., 2021 Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.94 Abstract: Interpretability is an important aspect of the trustworthiness of a model's predictions. Transformer's predictions are widely explained by the attention weights, i.e., a probability distribution generated at its self-attention unit (head). Current empirical studies provide shreds of evidence that attention weights are not explanations by proving that they are not unique. A recent study showed theoretical justifications to this observation by proving the non-identifiability of attention weights. For a given input to a head and its output, if the attention weights generated in it are unique, we call the weights identifiable. In this work, we provide deeper theoretical analysis and empirical observations on the identifiability of attention weights. Ignored in the previous works, we find the attention weights are more identifiable than we currently perceive by uncovering the hidden role of the key vector. However, the weights are still prone to ... Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics URL: https://underline.io/lecture/25978-more-identifiable-yet-equally-performant-transformers-for-text-classification https://dx.doi.org/10.48448/bkpq-tn60 BASE Hide details 8 Improving Automated Evaluation of Open Domain Dialog via Diverse Reference Augmentation ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Berg-Kirkpatrick, Taylor; Gangal, Varun Prashant. - : Underline Science Inc., 2021 BASE Show details 9 Style is NOT a single variable: Case Studies for Cross-Stylistic Language Understanding ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Hovy, Eduard; Kang, Dongyeop. - : Underline Science Inc., 2021 BASE Show details 10 SelfExplain: A Self-Explaining Architecture for Neural Text Classifiers ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Balachandran, Vidhisha; Hovy, Eduard. - : Underline Science Inc., 2021 BASE Show details 11 Classifying Argumentative Relations Using Logical Mechanisms and Argumentation Schemes ... Jo, Yohan; Bang, Seojin; Reed, Chris. - : arXiv, 2021 BASE Show details 12 StylePTB: A Compositional Benchmark for Fine-grained Controllable Text Style Transfer ... Lyu, Yiwei; Liang, Paul Pu; Pham, Hai. - : arXiv, 2021 BASE Show details 13 StylePTB: A Compositional Benchmark for Fine-grained Controllable Text Style Transfer ... NAACL 2021 2021; Hovy, Eduard; Liang, Paul Pu. - : Underline Science Inc., 2021 BASE Show details 14 Classifying Argumentative Relations Using Logical Mechanisms and Argumentation Schemes ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Bang, Seojin; Hovy, Eduard. - : Underline Science Inc., 2021 BASE Show details 15 Extracting Implicitly Asserted Propositions in Argumentation ... Jo, Yohan; Visser, Jacky; Reed, Chris. - : arXiv, 2020 BASE Show details 16 Probing the Probing Paradigm: Does Probing Accuracy Entail Task Relevance? ... Ravichander, Abhilasha; Belinkov, Yonatan; Hovy, Eduard. - : arXiv, 2020 BASE Show details 17 Measuring Forecasting Skill from Text ... Zong, Shi; Ritter, Alan; Hovy, Eduard. - : arXiv, 2020 BASE Show details 18 On the Systematicity of Probing Contextualized Word Representations: The Case of Hypernymy in BERT ... The 28th International Conference on Computational Linguistics 2020; Cheung, Jackie Chi Kit; Hovy, Eduard. - : Underline Science Inc., 2020 BASE Show details 19 On aligning OpenIE extractions with Knowledge Bases: A case study Gashteovski, Kiril; Gemulla, Rainer; Kotnis, Bhushan. - : Association for Computational Linguistics (ACL), 2020 BASE Show details 20 Discourse in Multimedia: A Case Study in Extracting Geometry Knowledge from Textbooks Sachan, Mrinmaya; Dubey, Avinava; Hovy, Eduard H.... In: Computational Linguistics, Vol 45, Iss 4, Pp 627-665 (2020) (2020) BASE Show details Page: 1 2 3 4 5...7

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